Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 800 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 88 |
| Duplicate rows (%) | 11.0% |
| Total size in memory | 70.6 KiB |
| Average record size in memory | 90.3 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 10 |
| Dataset has 88 (11.0%) duplicate rows | Duplicates |
BMI is highly overall correlated with CLASS | High correlation |
CLASS is highly overall correlated with BMI and 1 other fields | High correlation |
Cr is highly overall correlated with Urea | High correlation |
HbA1c is highly overall correlated with CLASS | High correlation |
TG is highly overall correlated with VLDL | High correlation |
Urea is highly overall correlated with Cr | High correlation |
VLDL is highly overall correlated with TG | High correlation |
CLASS is highly imbalanced (60.3%) | Imbalance |
Reproduction
| Analysis started | 2024-03-14 06:11:48.676052 |
|---|---|
| Analysis finished | 2024-03-14 06:12:20.629135 |
| Duration | 31.95 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.2 KiB |
| M | |
|---|---|
| F |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 800 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | M |
| 3rd row | F |
| 4th row | F |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| M | 455 | |
| F | 345 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 455 | |
| f | 345 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 455 | |
| F | 345 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 800 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 455 | |
| F | 345 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 800 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 455 | |
| F | 345 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 800 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 455 | |
| F | 345 |
AGE
Real number (ℝ)
| Distinct | 49 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.88 |
| Minimum | 20 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 33.95 |
| Q1 | 51 |
| median | 55 |
| Q3 | 59 |
| 95-th percentile | 65 |
| Maximum | 79 |
| Range | 59 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 8.3645416 |
|---|---|
| Coefficient of variation (CV) | 0.15524391 |
| Kurtosis | 2.0818179 |
| Mean | 53.88 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.92601263 |
| Sum | 43104 |
| Variance | 69.965557 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 55 | 157 | |
| 60 | 73 | 9.1% |
| 54 | 64 | 8.0% |
| 51 | 46 | 5.8% |
| 61 | 41 | 5.1% |
| 56 | 40 | 5.0% |
| 52 | 40 | 5.0% |
| 50 | 32 | 4.0% |
| 57 | 27 | 3.4% |
| 58 | 26 | 3.2% |
| Other values (39) | 254 |
| Value | Count | Frequency (%) |
| 20 | 1 | 0.1% |
| 26 | 2 | 0.2% |
| 28 | 2 | 0.2% |
| 30 | 13 | |
| 31 | 8 | |
| 32 | 1 | 0.1% |
| 33 | 13 | |
| 34 | 4 | 0.5% |
| 35 | 5 | 0.6% |
| 36 | 3 | 0.4% |
| Value | Count | Frequency (%) |
| 79 | 1 | 0.1% |
| 77 | 2 | 0.2% |
| 76 | 3 | |
| 75 | 2 | 0.2% |
| 73 | 7 | |
| 71 | 1 | 0.1% |
| 70 | 1 | 0.1% |
| 69 | 4 | |
| 68 | 6 | |
| 67 | 5 |
Urea
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 105 |
|---|---|
| Distinct (%) | 13.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0645537 |
| Minimum | 0.5 |
|---|---|
| Maximum | 38.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.5 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 2.3 |
| Q1 | 3.6 |
| median | 4.5 |
| Q3 | 5.7 |
| 95-th percentile | 9.6 |
| Maximum | 38.9 |
| Range | 38.4 |
| Interquartile range (IQR) | 2.1 |
Descriptive statistics
| Standard deviation | 2.892686 |
|---|---|
| Coefficient of variation (CV) | 0.57116305 |
| Kurtosis | 35.914415 |
| Mean | 5.0645537 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.6172422 |
| Sum | 4051.643 |
| Variance | 8.3676321 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.3 | 31 | 3.9% |
| 4 | 29 | 3.6% |
| 3 | 28 | 3.5% |
| 5 | 28 | 3.5% |
| 4.8 | 28 | 3.5% |
| 4.1 | 25 | 3.1% |
| 4.5 | 21 | 2.6% |
| 4.6 | 21 | 2.6% |
| 3.8 | 20 | 2.5% |
| 5.7 | 20 | 2.5% |
| Other values (95) | 549 |
| Value | Count | Frequency (%) |
| 0.5 | 1 | 0.1% |
| 1.1 | 1 | 0.1% |
| 1.8 | 2 | 0.2% |
| 1.9 | 1 | 0.1% |
| 2 | 16 | |
| 2.1 | 11 | |
| 2.2 | 5 | 0.6% |
| 2.3 | 6 | 0.8% |
| 2.4 | 5 | 0.6% |
| 2.5 | 6 | 0.8% |
| Value | Count | Frequency (%) |
| 38.9 | 1 | 0.1% |
| 26.4 | 1 | 0.1% |
| 24 | 2 | |
| 22 | 1 | 0.1% |
| 20.8 | 3 | |
| 20 | 1 | 0.1% |
| 14.5 | 1 | 0.1% |
| 14.1 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 13.3 | 1 | 0.1% |
Cr
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 104 |
|---|---|
| Distinct (%) | 13.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.55875 |
| Minimum | 20 |
|---|---|
| Maximum | 800 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 47 |
| median | 59 |
| Q3 | 73 |
| 95-th percentile | 106 |
| Maximum | 800 |
| Range | 780 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 57.591015 |
|---|---|
| Coefficient of variation (CV) | 0.85245826 |
| Kurtosis | 101.96186 |
| Mean | 67.55875 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 8.9283868 |
| Sum | 54047 |
| Variance | 3316.725 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 56 | 36 | 4.5% |
| 55 | 25 | 3.1% |
| 72 | 25 | 3.1% |
| 48 | 23 | 2.9% |
| 53 | 22 | 2.8% |
| 46 | 21 | 2.6% |
| 59 | 21 | 2.6% |
| 70 | 21 | 2.6% |
| 67 | 20 | 2.5% |
| 45 | 18 | 2.2% |
| Other values (94) | 568 |
| Value | Count | Frequency (%) |
| 20 | 2 | 0.2% |
| 22 | 2 | 0.2% |
| 23 | 3 | 0.4% |
| 24 | 2 | 0.2% |
| 26 | 1 | 0.1% |
| 27 | 2 | 0.2% |
| 28 | 4 | |
| 29 | 1 | 0.1% |
| 30 | 6 | |
| 31 | 8 |
| Value | Count | Frequency (%) |
| 800 | 3 | |
| 401 | 2 | |
| 370 | 2 | |
| 315 | 2 | |
| 230 | 1 | 0.1% |
| 228 | 1 | 0.1% |
| 198 | 1 | 0.1% |
| 194 | 1 | 0.1% |
| 185 | 3 | |
| 179 | 1 | 0.1% |
HbA1c
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 109 |
|---|---|
| Distinct (%) | 13.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.499325 |
| Minimum | 0.9 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.5 KiB |
Quantile statistics
| Minimum | 0.9 |
|---|---|
| 5-th percentile | 4.3 |
| Q1 | 6.8 |
| median | 8.2 |
| Q3 | 10.2 |
| 95-th percentile | 12.605 |
| Maximum | 16 |
| Range | 15.1 |
| Interquartile range (IQR) | 3.4 |
Descriptive statistics
| Standard deviation | 2.4684876 |
|---|---|
| Coefficient of variation (CV) | 0.29043336 |
| Kurtosis | -0.25335251 |
| Mean | 8.499325 |
| Median Absolute Deviation (MAD) | 1.7 |
| Skewness | 0.25242033 |
| Sum | 6799.46 |
| Variance | 6.0934308 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 32 | 4.0% |
| 8 | 29 | 3.6% |
| 6.8 | 28 | 3.5% |
| 7 | 25 | 3.1% |
| 4 | 22 | 2.8% |
| 6 | 20 | 2.5% |
| 10.2 | 19 | 2.4% |
| 6.5 | 18 | 2.2% |
| 7.2 | 18 | 2.2% |
| 7.7 | 17 | 2.1% |
| Other values (99) | 572 |
| Value | Count | Frequency (%) |
| 0.9 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 3.7 | 3 | 0.4% |
| 4 | 22 | |
| 4.1 | 5 | 0.6% |
| 4.2 | 3 | 0.4% |
| 4.3 | 6 | 0.8% |
| 4.5 | 4 | 0.5% |
| 4.6 | 1 | 0.1% |
| 4.7 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 16 | 1 | 0.1% |
| 15.9 | 1 | 0.1% |
| 15 | 2 | |
| 14.8 | 1 | 0.1% |
| 14.7 | 3 | |
| 14.6 | 2 | |
| 14.5 | 2 | |
| 14.4 | 1 | 0.1% |
| 14.1 | 1 | 0.1% |
| 13.9 | 3 |
Chol
Real number (ℝ)
| Distinct | 74 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9559 |
| Minimum | 0.6 |
|---|---|
| Maximum | 10.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.5 KiB |
Quantile statistics
| Minimum | 0.6 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4.1 |
| median | 4.8 |
| Q3 | 5.7 |
| 95-th percentile | 7.2 |
| Maximum | 10.3 |
| Range | 9.7 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.3113152 |
|---|---|
| Coefficient of variation (CV) | 0.26459679 |
| Kurtosis | 1.6763976 |
| Mean | 4.9559 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.74293476 |
| Sum | 3964.72 |
| Variance | 1.7195476 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.4 | 37 | 4.6% |
| 4 | 32 | 4.0% |
| 5.3 | 32 | 4.0% |
| 4.2 | 31 | 3.9% |
| 4.8 | 30 | 3.8% |
| 4.9 | 29 | 3.6% |
| 4.1 | 28 | 3.5% |
| 5.2 | 27 | 3.4% |
| 5.4 | 25 | 3.1% |
| 4.5 | 25 | 3.1% |
| Other values (64) | 504 |
| Value | Count | Frequency (%) |
| 0.6 | 1 | 0.1% |
| 1.2 | 1 | 0.1% |
| 2 | 3 | |
| 2.1 | 1 | 0.1% |
| 2.3 | 2 | 0.2% |
| 2.4 | 4 | |
| 2.5 | 3 | |
| 2.6 | 4 | |
| 2.7 | 4 | |
| 2.8 | 5 |
| Value | Count | Frequency (%) |
| 10.3 | 1 | 0.1% |
| 9.9 | 1 | 0.1% |
| 9.8 | 2 | |
| 9.7 | 2 | |
| 9.5 | 3 | |
| 9.3 | 1 | 0.1% |
| 9.2 | 1 | 0.1% |
| 9.1 | 1 | 0.1% |
| 8.8 | 2 | |
| 8.6 | 1 | 0.1% |
TG
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 67 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3313875 |
| Minimum | 0.3 |
|---|---|
| Maximum | 13.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.5 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 0.8 |
| Q1 | 1.5 |
| median | 2 |
| Q3 | 2.9 |
| 95-th percentile | 4.9 |
| Maximum | 13.8 |
| Range | 13.5 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 1.3971874 |
|---|---|
| Coefficient of variation (CV) | 0.59929437 |
| Kurtosis | 12.407036 |
| Mean | 2.3313875 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 2.4944046 |
| Sum | 1865.11 |
| Variance | 1.9521326 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 48 | 6.0% |
| 2.1 | 46 | 5.8% |
| 1.5 | 42 | 5.2% |
| 1.3 | 38 | 4.8% |
| 1.7 | 34 | 4.2% |
| 1.9 | 32 | 4.0% |
| 1.6 | 30 | 3.8% |
| 1.8 | 28 | 3.5% |
| 2.2 | 28 | 3.5% |
| 1.2 | 25 | 3.1% |
| Other values (57) | 449 |
| Value | Count | Frequency (%) |
| 0.3 | 2 | 0.2% |
| 0.5 | 1 | 0.1% |
| 0.6 | 11 | |
| 0.7 | 23 | |
| 0.8 | 16 | |
| 0.9 | 12 | |
| 1 | 24 | |
| 1.1 | 25 | |
| 1.19 | 3 | 0.4% |
| 1.2 | 25 |
| Value | Count | Frequency (%) |
| 13.8 | 1 | 0.1% |
| 12.7 | 1 | 0.1% |
| 11.6 | 1 | 0.1% |
| 8.5 | 1 | 0.1% |
| 7.7 | 2 | |
| 7.2 | 1 | 0.1% |
| 7 | 2 | |
| 6.8 | 3 | |
| 6.7 | 1 | 0.1% |
| 6.3 | 1 | 0.1% |
HDL
Real number (ℝ)
| Distinct | 47 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2245625 |
| Minimum | 0.2 |
|---|---|
| Maximum | 9.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.5 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 0.7 |
| Q1 | 0.9 |
| median | 1.1 |
| Q3 | 1.35 |
| 95-th percentile | 1.9525 |
| Maximum | 9.9 |
| Range | 9.7 |
| Interquartile range (IQR) | 0.45 |
Descriptive statistics
| Standard deviation | 0.70675256 |
|---|---|
| Coefficient of variation (CV) | 0.57714699 |
| Kurtosis | 58.511274 |
| Mean | 1.2245625 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 6.2197854 |
| Sum | 979.65 |
| Variance | 0.49949918 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 113 | |
| 1.1 | 112 | |
| 0.9 | 109 | |
| 0.8 | 61 | |
| 1.3 | 60 | |
| 1.2 | 57 | |
| 0.7 | 49 | 6.1% |
| 1.4 | 43 | 5.4% |
| 1.6 | 35 | 4.4% |
| 1.8 | 28 | 3.5% |
| Other values (37) | 133 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | 0.1% |
| 0.4 | 5 | 0.6% |
| 0.5 | 5 | 0.6% |
| 0.6 | 18 | 2.2% |
| 0.7 | 49 | |
| 0.75 | 3 | 0.4% |
| 0.8 | 61 | |
| 0.9 | 109 | |
| 0.95 | 1 | 0.1% |
| 1 | 113 |
| Value | Count | Frequency (%) |
| 9.9 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| 6.6 | 2 | |
| 6.3 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 3.9 | 1 | 0.1% |
| 3.8 | 1 | 0.1% |
| 3.6 | 2 | |
| 3.4 | 1 | 0.1% |
| 3.2 | 3 |
LDL
Real number (ℝ)
| Distinct | 65 |
|---|---|
| Distinct (%) | 8.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.62105 |
| Minimum | 0.3 |
|---|---|
| Maximum | 9.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.5 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.7 |
| median | 2.5 |
| Q3 | 3.3 |
| 95-th percentile | 4.4 |
| Maximum | 9.9 |
| Range | 9.6 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.1673421 |
|---|---|
| Coefficient of variation (CV) | 0.44537192 |
| Kurtosis | 4.3292625 |
| Mean | 2.62105 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 1.2207339 |
| Sum | 2096.84 |
| Variance | 1.3626875 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.5 | 50 | 6.2% |
| 2 | 44 | 5.5% |
| 1.7 | 32 | 4.0% |
| 3.1 | 30 | 3.8% |
| 2.6 | 30 | 3.8% |
| 1.4 | 29 | 3.6% |
| 3.5 | 28 | 3.5% |
| 3 | 27 | 3.4% |
| 3.6 | 25 | 3.1% |
| 4.1 | 24 | 3.0% |
| Other values (55) | 481 |
| Value | Count | Frequency (%) |
| 0.3 | 1 | 0.1% |
| 0.5 | 2 | 0.2% |
| 0.6 | 2 | 0.2% |
| 0.7 | 2 | 0.2% |
| 0.75 | 2 | 0.2% |
| 0.8 | 5 | 0.6% |
| 0.9 | 19 | |
| 0.95 | 4 | 0.5% |
| 0.96 | 1 | 0.1% |
| 1 | 9 |
| Value | Count | Frequency (%) |
| 9.9 | 2 | |
| 7.9 | 2 | |
| 7.5 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 6.4 | 1 | 0.1% |
| 5.9 | 1 | 0.1% |
| 5.6 | 3 | |
| 5.5 | 4 | |
| 5.3 | 1 | 0.1% |
| 5.1 | 1 | 0.1% |
VLDL
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 59 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.93475 |
| Minimum | 0.1 |
|---|---|
| Maximum | 35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.5 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.4 |
| Q1 | 0.7 |
| median | 1 |
| Q3 | 1.5 |
| 95-th percentile | 9.025 |
| Maximum | 35 |
| Range | 34.9 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 3.9308723 |
|---|---|
| Coefficient of variation (CV) | 2.0317211 |
| Kurtosis | 30.57851 |
| Mean | 1.93475 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 5.1775826 |
| Sum | 1547.8 |
| Variance | 15.451757 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9 | 89 | 11.1% |
| 0.7 | 75 | 9.4% |
| 1 | 61 | 7.6% |
| 0.6 | 61 | 7.6% |
| 0.8 | 58 | 7.2% |
| 1.5 | 56 | 7.0% |
| 0.5 | 47 | 5.9% |
| 1.1 | 42 | 5.2% |
| 1.3 | 35 | 4.4% |
| 2 | 33 | 4.1% |
| Other values (49) | 243 |
| Value | Count | Frequency (%) |
| 0.1 | 2 | 0.2% |
| 0.2 | 5 | 0.6% |
| 0.3 | 23 | 2.9% |
| 0.4 | 32 | 4.0% |
| 0.5 | 47 | |
| 0.6 | 61 | |
| 0.7 | 75 | |
| 0.8 | 58 | |
| 0.9 | 89 | |
| 1 | 61 |
| Value | Count | Frequency (%) |
| 35 | 1 | |
| 33.6 | 1 | |
| 31.8 | 2 | |
| 31 | 1 | |
| 27.2 | 1 | |
| 24.5 | 1 | |
| 22.7 | 1 | |
| 22.2 | 2 | |
| 19.5 | 1 | |
| 18.1 | 1 |
BMI
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 61 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.923062 |
| Minimum | 19 |
|---|---|
| Maximum | 47.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 12.5 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 26 |
| median | 30 |
| Q3 | 33 |
| 95-th percentile | 38 |
| Maximum | 47.75 |
| Range | 28.75 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.8771354 |
|---|---|
| Coefficient of variation (CV) | 0.16298918 |
| Kurtosis | -0.30974642 |
| Mean | 29.923062 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.098361989 |
| Sum | 23938.45 |
| Variance | 23.78645 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30 | 95 | 11.9% |
| 33 | 84 | 10.5% |
| 29 | 57 | 7.1% |
| 26 | 55 | 6.9% |
| 24 | 42 | 5.2% |
| 28 | 42 | 5.2% |
| 31 | 41 | 5.1% |
| 27 | 39 | 4.9% |
| 32 | 37 | 4.6% |
| 37 | 30 | 3.8% |
| Other values (51) | 278 |
| Value | Count | Frequency (%) |
| 19 | 4 | 0.5% |
| 20 | 6 | 0.8% |
| 21 | 25 | |
| 21.17 | 1 | 0.1% |
| 22 | 23 | |
| 23 | 26 | |
| 23.5 | 1 | 0.1% |
| 24 | 42 | |
| 24.6 | 1 | 0.1% |
| 25 | 21 |
| Value | Count | Frequency (%) |
| 47.75 | 1 | 0.1% |
| 47 | 1 | 0.1% |
| 43.25 | 2 | 0.2% |
| 40.5 | 2 | 0.2% |
| 40 | 1 | 0.1% |
| 39.18 | 2 | 0.2% |
| 39 | 20 | |
| 38.62 | 1 | 0.1% |
| 38 | 20 | |
| 37.62 | 1 | 0.1% |
CLASS
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.2 KiB |
| 3 | |
|---|---|
| 1 | 58 |
| 2 | 35 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 800 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 1 | 58 | 7.2% |
| 2 | 35 | 4.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 1 | 58 | 7.2% |
| 2 | 35 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 1 | 58 | 7.2% |
| 2 | 35 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 800 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 1 | 58 | 7.2% |
| 2 | 35 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 800 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 1 | 58 | 7.2% |
| 2 | 35 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 800 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 707 | |
| 1 | 58 | 7.2% |
| 2 | 35 | 4.4% |
| AGE | BMI | CLASS | Chol | Cr | Gender | HDL | HbA1c | LDL | TG | Urea | VLDL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AGE | 1.000 | 0.360 | 0.385 | 0.029 | 0.078 | 0.103 | -0.052 | 0.384 | -0.009 | 0.175 | 0.160 | 0.071 |
| BMI | 0.360 | 1.000 | 0.528 | -0.026 | 0.075 | 0.170 | 0.072 | 0.353 | -0.129 | 0.104 | 0.082 | 0.213 |
| CLASS | 0.385 | 0.528 | 1.000 | 0.163 | 0.106 | 0.085 | 0.020 | 0.514 | 0.005 | 0.286 | 0.160 | 0.280 |
| Chol | 0.029 | -0.026 | 0.163 | 1.000 | -0.010 | 0.123 | 0.097 | 0.154 | 0.420 | 0.391 | -0.010 | 0.273 |
| Cr | 0.078 | 0.075 | 0.106 | -0.010 | 1.000 | 0.093 | -0.069 | -0.070 | 0.054 | 0.076 | 0.570 | 0.089 |
| Gender | 0.103 | 0.170 | 0.085 | 0.123 | 0.093 | 1.000 | -0.112 | -0.033 | 0.047 | -0.010 | 0.217 | 0.060 |
| HDL | -0.052 | 0.072 | 0.020 | 0.097 | -0.069 | -0.112 | 1.000 | -0.007 | -0.208 | -0.128 | -0.074 | -0.024 |
| HbA1c | 0.384 | 0.353 | 0.514 | 0.154 | -0.070 | -0.033 | -0.007 | 1.000 | -0.012 | 0.251 | 0.035 | 0.239 |
| LDL | -0.009 | -0.129 | 0.005 | 0.420 | 0.054 | 0.047 | -0.208 | -0.012 | 1.000 | 0.068 | -0.051 | 0.015 |
| TG | 0.175 | 0.104 | 0.286 | 0.391 | 0.076 | -0.010 | -0.128 | 0.251 | 0.068 | 1.000 | 0.077 | 0.626 |
| Urea | 0.160 | 0.082 | 0.160 | -0.010 | 0.570 | 0.217 | -0.074 | 0.035 | -0.051 | 0.077 | 1.000 | 0.020 |
| VLDL | 0.071 | 0.213 | 0.280 | 0.273 | 0.089 | 0.060 | -0.024 | 0.239 | 0.015 | 0.626 | 0.020 | 1.000 |
| Gender | AGE | Urea | Cr | HbA1c | Chol | TG | HDL | LDL | VLDL | BMI | CLASS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | F | 50 | 4.7 | 46 | 4.9 | 4.2 | 0.9 | 2.4 | 1.4 | 0.5 | 24.0 | 1 |
| 1 | M | 26 | 4.5 | 62 | 4.9 | 3.7 | 1.4 | 1.1 | 2.1 | 0.6 | 23.0 | 1 |
| 2 | F | 50 | 4.7 | 46 | 4.9 | 4.2 | 0.9 | 2.4 | 1.4 | 0.5 | 24.0 | 1 |
| 3 | F | 50 | 4.7 | 46 | 4.9 | 4.2 | 0.9 | 2.4 | 1.4 | 0.5 | 24.0 | 1 |
| 4 | M | 33 | 7.1 | 46 | 4.9 | 4.9 | 1.0 | 0.8 | 2.0 | 0.4 | 21.0 | 1 |
| 5 | F | 45 | 2.3 | 24 | 4.0 | 2.9 | 1.0 | 1.0 | 1.5 | 0.4 | 21.0 | 1 |
| 6 | F | 50 | 2.0 | 50 | 4.0 | 3.6 | 1.3 | 0.9 | 2.1 | 0.6 | 24.0 | 1 |
| 7 | M | 48 | 4.7 | 47 | 4.0 | 2.9 | 0.8 | 0.9 | 1.6 | 0.4 | 24.0 | 1 |
| 8 | M | 43 | 2.6 | 67 | 4.0 | 3.8 | 0.9 | 2.4 | 3.7 | 1.0 | 21.0 | 1 |
| 9 | F | 32 | 3.6 | 28 | 4.0 | 3.8 | 2.0 | 2.4 | 3.8 | 1.0 | 24.0 | 1 |
| Gender | AGE | Urea | Cr | HbA1c | Chol | TG | HDL | LDL | VLDL | BMI | CLASS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | F | 57 | 4.1 | 70 | 9.3 | 5.3 | 3.3 | 1.0 | 1.4 | 1.3 | 29.0 | 3 |
| 991 | F | 55 | 4.1 | 34 | 13.9 | 5.4 | 1.6 | 1.6 | 3.1 | 0.7 | 33.0 | 3 |
| 992 | M | 55 | 3.1 | 39 | 8.5 | 5.0 | 2.5 | 1.9 | 2.9 | 0.7 | 27.0 | 3 |
| 993 | M | 28 | 3.5 | 61 | 8.5 | 4.5 | 1.9 | 1.1 | 2.6 | 0.8 | 37.0 | 3 |
| 994 | M | 69 | 10.3 | 185 | 7.7 | 4.9 | 1.9 | 1.2 | 3.0 | 0.7 | 37.0 | 3 |
| 995 | M | 71 | 11.0 | 97 | 7.0 | 7.5 | 1.7 | 1.2 | 1.8 | 0.6 | 30.0 | 3 |
| 996 | M | 31 | 3.0 | 60 | 12.3 | 4.1 | 2.2 | 0.7 | 2.4 | 15.4 | 37.2 | 3 |
| 997 | M | 30 | 7.1 | 81 | 6.7 | 4.1 | 1.1 | 1.2 | 2.4 | 8.1 | 27.4 | 3 |
| 998 | M | 38 | 5.8 | 59 | 6.7 | 5.3 | 2.0 | 1.6 | 2.9 | 14.0 | 40.5 | 3 |
| 999 | M | 54 | 5.0 | 67 | 6.9 | 3.8 | 1.7 | 1.1 | 3.0 | 0.7 | 33.0 | 3 |
Most frequently occurring
| Gender | AGE | Urea | Cr | HbA1c | Chol | TG | HDL | LDL | VLDL | BMI | CLASS | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | F | 48 | 4.0 | 38 | 6.8 | 4.4 | 2.3 | 1.30 | 2.20 | 1.0 | 25.0 | 3 | 4 |
| 5 | F | 50 | 4.7 | 46 | 4.9 | 4.2 | 0.9 | 2.40 | 1.40 | 0.5 | 24.0 | 1 | 3 |
| 62 | M | 55 | 4.6 | 77 | 6.5 | 6.0 | 1.5 | 1.30 | 4.10 | 0.6 | 30.0 | 3 | 3 |
| 69 | M | 55 | 5.7 | 76 | 6.8 | 5.5 | 1.5 | 0.70 | 4.10 | 0.7 | 29.0 | 3 | 3 |
| 0 | F | 30 | 5.7 | 53 | 6.0 | 5.4 | 1.7 | 1.40 | 3.30 | 0.7 | 22.0 | 2 | 2 |
| 1 | F | 39 | 3.0 | 38 | 6.4 | 4.7 | 1.3 | 1.10 | 3.10 | 0.6 | 22.0 | 2 | 2 |
| 2 | F | 44 | 3.0 | 39 | 5.5 | 9.5 | 1.7 | 1.30 | 2.50 | 0.6 | 21.0 | 1 | 2 |
| 4 | F | 49 | 3.3 | 44 | 6.0 | 5.6 | 1.9 | 0.75 | 1.35 | 0.8 | 23.0 | 2 | 2 |
| 6 | F | 51 | 2.1 | 46 | 5.9 | 4.1 | 2.7 | 1.00 | 2.00 | 1.2 | 36.0 | 3 | 2 |
| 7 | F | 51 | 3.4 | 31 | 7.0 | 4.5 | 0.6 | 1.10 | 3.10 | 0.3 | 39.0 | 3 | 2 |